Vaibhav Jain

Building an agent can be done quickly. Building an agent that holds up in production, under time pressure, with operational reliability – now, that’s the hard part. In this talk, an AI researcher from Millennium will explain a practical engineering playbook for deploying agents into high-stakes buy-side workflows: research, monitoring, operations, and reporting processes. This talk will go beyond buzzwords to show how to build a production-grade agent: composing proven patterns (with tool-chaining, reflection, human-in-the-loop, and selective multi-agent design) into systems that are constrained, observable and governable. This session will highlight the failure modes that tutorials omit, and the design decisions that prevent them.